{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "be82945f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.197010Z",
     "start_time": "2022-01-15T09:06:00.362242Z"
    }
   },
   "outputs": [],
   "source": [
    "# Python ≥3.5 is required\n",
    "import sys\n",
    "assert sys.version_info >= (3, 5)\n",
    "\n",
    "# Scikit-Learn ≥0.20 is required\n",
    "import sklearn\n",
    "assert sklearn.__version__ >= \"0.20\"\n",
    "\n",
    "# Common imports\n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "# to make this notebook's output stable across runs\n",
    "np.random.seed(42)\n",
    "\n",
    "# To plot pretty figures\n",
    "%matplotlib inline\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "mpl.rc('axes', labelsize=14)\n",
    "mpl.rc('xtick', labelsize=12)\n",
    "mpl.rc('ytick', labelsize=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d609fdc",
   "metadata": {},
   "source": [
    "# PCA（主成分分析）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34a7f862",
   "metadata": {},
   "source": [
    "如果不存在无用特征，PCA将损失很多信息，PCA的主要思想是投影。\n",
    "\n",
    "可解释方差比越大越好，代表该维度保留了较多的数据特征"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f378a70d",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "245d3442",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.213006Z",
     "start_time": "2022-01-15T09:06:01.198007Z"
    }
   },
   "outputs": [],
   "source": [
    "m = 60\n",
    "w1, w2 = 0.1, 0.3\n",
    "noise = 0.1\n",
    "\n",
    "angles = np.random.rand(m) * 3 * np.pi / 2 - 0.5\n",
    "x = np.empty((m, 3))\n",
    "x[:, 0] = np.cos(angles) + np.sin(angles)/2 + noise * np.random.randn(m) / 2\n",
    "x[:, 1] = np.sin(angles) * 0.7 + noise * np.random.randn(m) / 2\n",
    "x[:, 2] = x[:, 0] * w1 + x[:, 1] * w2 + noise * np.random.randn(m)\n",
    "\n",
    "# 3D数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4034e307",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.228965Z",
     "start_time": "2022-01-15T09:06:01.213966Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.7039474 ,  0.65945649,  0.3645693 ],\n",
       "       [-1.0763742 , -0.50036633, -0.21646923],\n",
       "       [-0.90914129,  0.22798983,  0.05968884],\n",
       "       [-0.26327638,  0.52076062,  0.31957985],\n",
       "       [ 1.10617261,  0.17601773,  0.13888377],\n",
       "       [ 1.0008109 ,  0.15934054,  0.07250963],\n",
       "       [ 0.87852969, -0.25299137, -0.07699588],\n",
       "       [-1.13697989, -0.29958862, -0.2851556 ],\n",
       "       [-0.36237145,  0.50948368,  0.10889779],\n",
       "       [-0.7732104 ,  0.3332867 ,  0.05678017]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x[:10, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d56c08d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.387501Z",
     "start_time": "2022-01-15T09:06:01.231918Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(projection = '3d')  # 创建一个三维的绘图工程\n",
    "ax.set_title('3d_image_show')  # 设置本图名称\n",
    "ax.scatter(x[:, 0], x[:, 1], x[:, 2], c = 'r')   # 绘制数据点 c: 'r'红色，'y'黄色，等颜色\n",
    "\n",
    "ax.set_xlabel('X')  # 设置x坐标轴\n",
    "ax.set_ylabel('Y')  # 设置y坐标轴\n",
    "ax.set_zlabel('Z')  # 设置z坐标轴\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13dc2d18",
   "metadata": {},
   "source": [
    "## 主要成分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "22daf5db",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.403461Z",
     "start_time": "2022-01-15T09:06:01.388499Z"
    }
   },
   "outputs": [],
   "source": [
    "x_centered = x - x.mean(axis=0)  # 居中处理\n",
    "y, s, vt = np.linalg.svd(x_centered)  # np的svd()函数获取训练集的主要成分\n",
    "c1 = vt.T[:, 0]\n",
    "c2 = vt.T[:, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "61e3fc69",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.419419Z",
     "start_time": "2022-01-15T09:06:01.404458Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([-0.95250178, -0.24902446, -0.17529172]),\n",
       " array([ 0.29267159, -0.9076305 , -0.30091563]))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c1, c2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "840cb536",
   "metadata": {},
   "source": [
    "## 向下投影到d维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "323fb0ce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.435417Z",
     "start_time": "2022-01-15T09:06:01.420415Z"
    }
   },
   "outputs": [],
   "source": [
    "w2 = vt.T[:, :2]  # 将训练集投影到由前两个主要成分定义的平面熵 \n",
    "x2d = x_centered.dot(w2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c40f5c09",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.451333Z",
     "start_time": "2022-01-15T09:06:01.437370Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.690074  , -0.36150744],\n",
       "       [ 1.39636097,  0.34497714],\n",
       "       [ 1.00728461, -0.35025708],\n",
       "       [ 0.2736333 , -0.50516373],\n",
       "       [-0.91324535,  0.26290852],\n",
       "       [-0.79710027,  0.26718188],\n",
       "       [-0.55173939,  0.65062721],\n",
       "       [ 1.41612959,  0.16567641],\n",
       "       [ 0.40776059, -0.46053322],\n",
       "       [ 0.85209856, -0.40516935]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x2d[:10, :]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd02d7d0",
   "metadata": {},
   "source": [
    "## 使用Scikit-Learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0d19a695",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.546077Z",
     "start_time": "2022-01-15T09:06:01.452330Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "pca = PCA(n_components = 2)\n",
    "x2d = pca.fit_transform(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ace5e094",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.562035Z",
     "start_time": "2022-01-15T09:06:01.548072Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.690074  , -0.36150744],\n",
       "       [ 1.39636097,  0.34497714],\n",
       "       [ 1.00728461, -0.35025708],\n",
       "       [ 0.2736333 , -0.50516373],\n",
       "       [-0.91324535,  0.26290852],\n",
       "       [-0.79710027,  0.26718188],\n",
       "       [-0.55173939,  0.65062721],\n",
       "       [ 1.41612959,  0.16567641],\n",
       "       [ 0.40776059, -0.46053322],\n",
       "       [ 0.85209856, -0.40516935]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x2d[:10, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bd846888",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.577993Z",
     "start_time": "2022-01-15T09:06:01.563033Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.95250178,  0.29267159],\n",
       "       [-0.24902446, -0.9076305 ],\n",
       "       [-0.17529172, -0.30091563]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.components_.T  # 主成分单位向量（纵向两列）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31b641c4",
   "metadata": {},
   "source": [
    "## 可解释方差比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8db41341",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:01.593949Z",
     "start_time": "2022-01-15T09:06:01.579987Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.85406025, 0.13622918])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae1a9735",
   "metadata": {},
   "source": [
    "数据集方差的84.2%位于第一个PC上，14.6%位于第二个PC上，第三个PC不到1.2%"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e59f2da7",
   "metadata": {},
   "source": [
    "## 选择维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cf17bc72",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:24.725139Z",
     "start_time": "2022-01-15T09:06:01.594948Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_openml\n",
    "\n",
    "mnist = fetch_openml('mnist_784', version=1, as_frame=False)\n",
    "mnist.target = mnist.target.astype(np.uint8)\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x = mnist[\"data\"]\n",
    "y = mnist[\"target\"]\n",
    "\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "51a74bf8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:28.545971Z",
     "start_time": "2022-01-15T09:06:24.727134Z"
    }
   },
   "outputs": [],
   "source": [
    "pca = PCA()\n",
    "pca.fit(x_train)\n",
    "cumsum = np.cumsum(pca.explained_variance_ratio_)  # 各维度解释方差占比\n",
    "d = np.argmax(cumsum >= 0.95) + 1  # 保留95%训练集方差的最小维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e976f7fa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:28.561890Z",
     "start_time": "2022-01-15T09:06:28.546930Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "154"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1877a18c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:28.720545Z",
     "start_time": "2022-01-15T09:06:28.563882Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(cumsum, linewidth=3)\n",
    "plt.grid()\n",
    "plt.axis([-10, 800, 0, 1])\n",
    "plt.xlabel('维度')\n",
    "plt.ylabel('可解释方差')\n",
    "plt.plot([d, d], [0, 0.95], \"k:\")\n",
    "plt.plot([0, d], [0.95, 0.95], \"k:\")\n",
    "plt.plot(d, 0.95, \"ko\")\n",
    "plt.annotate(\"拐点\", xy=(65, 0.85), xytext=(70, 0.7),\n",
    "             arrowprops=dict(arrowstyle=\"->\"), fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1565c423",
   "metadata": {},
   "source": [
    "### 简单实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ff5e2ef2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:32.868435Z",
     "start_time": "2022-01-15T09:06:28.721461Z"
    }
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=0.95)  # 直接指定要保留的方差率\n",
    "x_reduced = pca.fit_transform(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f1e59e71",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:32.883340Z",
     "start_time": "2022-01-15T09:06:32.870374Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(52500, 154)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(x_reduced)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1063b291",
   "metadata": {},
   "source": [
    "## PCA压缩"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f8c89c0d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:36.184516Z",
     "start_time": "2022-01-15T09:06:32.884337Z"
    }
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=153)\n",
    "x_reduced = pca.fit_transform(x_train)  # 压缩特征\n",
    "x_recovered = pca.inverse_transform(x_reduced)  # 解压缩特征，得到重构数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e679ff82",
   "metadata": {},
   "source": [
    "原始数据与重构数据之间的均方距离成为重构误差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dc9f30e8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:36.312178Z",
     "start_time": "2022-01-15T09:06:36.186523Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展示图像函数\n",
    "def plot_digits(instances, images_per_row=5, **options):\n",
    "    size = 28\n",
    "    images_per_row = min(len(instances), images_per_row)\n",
    "    # This is equivalent to n_rows = ceil(len(instances) / images_per_row):\n",
    "    n_rows = (len(instances) - 1) // images_per_row + 1\n",
    "\n",
    "    # Append empty images to fill the end of the grid, if needed:\n",
    "    n_empty = n_rows * images_per_row - len(instances)\n",
    "    padded_instances = np.concatenate([instances, np.zeros((n_empty, size * size))], axis=0)\n",
    "\n",
    "    # Reshape the array so it's organized as a grid containing 28×28 images:\n",
    "    image_grid = padded_instances.reshape((n_rows, images_per_row, size, size))\n",
    "\n",
    "    # Combine axes 0 and 2 (vertical image grid axis, and vertical image axis),\n",
    "    # and axes 1 and 3 (horizontal axes). We first need to move the axes that we\n",
    "    # want to combine next to each other, using transpose(), and only then we\n",
    "    # can reshape:\n",
    "    big_image = image_grid.transpose(0, 2, 1, 3).reshape(n_rows * size,\n",
    "                                                         images_per_row * size)\n",
    "    # Now that we have a big image, we just need to show it:\n",
    "    plt.imshow(big_image, cmap = mpl.cm.binary, **options)\n",
    "    plt.axis(\"off\")\n",
    "    \n",
    "plt.figure(figsize=(7, 4))\n",
    "plt.subplot(121)\n",
    "plot_digits(x_train[::2100])\n",
    "plt.title(\"原始图像\", fontsize=16)\n",
    "plt.subplot(122)\n",
    "plot_digits(x_recovered[::2100])\n",
    "plt.title(\"解压缩图像\", fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "994a251c",
   "metadata": {},
   "source": [
    "## 随机PCA"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f802d0c",
   "metadata": {},
   "source": [
    "它将快速找到前d个主成分的近似值，复杂度为$O(m×d^2)+O(d^3)$而不是完全SVD方法的$O(m×n^2)+O(n^3)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "54801d86",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:36.327137Z",
     "start_time": "2022-01-15T09:06:36.314172Z"
    }
   },
   "outputs": [],
   "source": [
    "rnd_pca = PCA(n_components=154, svd_solver='randomized')\n",
    "# 默认 svd_solver=True，如果m或n大于500并且d小于m或n的80%，则sklearn自动采用随机PCA\n",
    "# svd_solver=full 强制使用完全SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5f2eefa3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:39.317147Z",
     "start_time": "2022-01-15T09:06:36.329133Z"
    }
   },
   "outputs": [],
   "source": [
    "x_reduced = rnd_pca.fit_transform(x_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebd592bc",
   "metadata": {},
   "source": [
    "## 增量PCA（IPCA）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23846505",
   "metadata": {},
   "source": [
    "前面PCA方法的一个问题是，它们要求整个训练集都放入内存才能运行算法，而增量PCA(IPCA)可以把训练集划分为多个小批量，并一次将一个小批量送入IPCA，对于大型训练集和在线应用PCA很有用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7cb31aaa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:50.160171Z",
     "start_time": "2022-01-15T09:06:39.319141Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import IncrementalPCA\n",
    "\n",
    "n_batches = 100\n",
    "inc_pca = IncrementalPCA(n_components=154)\n",
    "for x_batch in np.array_split(x_train, n_batches):  # 分成100份\n",
    "    inc_pca.partial_fit(x_batch)  # 训练每个部分时必须使用partial_fit()而非fit()\n",
    "\n",
    "x_reduced = inc_pca.transform(x_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46d38a90",
   "metadata": {},
   "source": [
    "## 内核PCA（kPCA）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f953f701",
   "metadata": {},
   "source": [
    "类似支持向量机的核技巧，rbf, linear, sigmoid等"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "007f7b94",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:06:50.586457Z",
     "start_time": "2022-01-15T09:06:50.161169Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_swiss_roll\n",
    "x, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)\n",
    "axes = [-11.5, 14, -2, 23, -12, 15]\n",
    "\n",
    "fig = plt.figure(figsize=(6, 5))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "ax.scatter(x[:, 0], x[:, 1], x[:, 2], c=t, cmap=plt.cm.hot)\n",
    "ax.view_init(10, -70)\n",
    "ax.set_xlabel(\"$x_1$\", fontsize=18)\n",
    "ax.set_ylabel(\"$x_2$\", fontsize=18)\n",
    "ax.set_zlabel(\"$x_3$\", fontsize=18)\n",
    "ax.set_xlim(axes[0:2])\n",
    "ax.set_ylim(axes[2:4])\n",
    "ax.set_zlim(axes[4:6])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d8c76f2e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:16:16.797600Z",
     "start_time": "2022-01-15T09:16:16.739758Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import KernelPCA\n",
    "\n",
    "rbf_pca = KernelPCA(n_components = 2, kernel=\"rbf\", gamma=0.04)\n",
    "x_reduced = rbf_pca.fit_transform(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "579b550a",
   "metadata": {},
   "source": [
    "## 网格搜索选择内核和参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "ae2e68e2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:16:19.219620Z",
     "start_time": "2022-01-15T09:16:17.440410Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=3,\n",
       "             estimator=Pipeline(steps=[('kpca', KernelPCA(n_components=2)),\n",
       "                                       ('log_reg', LogisticRegression())]),\n",
       "             param_grid=[{'kpca__gamma': array([0.03      , 0.03222222, 0.03444444, 0.03666667, 0.03888889,\n",
       "       0.04111111, 0.04333333, 0.04555556, 0.04777778, 0.05      ]),\n",
       "                          'kpca__kernel': ['rbf', 'sigmoid']}])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=42)\n",
    "y = t > 6.9\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "clf = Pipeline([\n",
    "        (\"kpca\", KernelPCA(n_components=2)),\n",
    "        (\"log_reg\", LogisticRegression(solver=\"lbfgs\"))\n",
    "    ])\n",
    "\n",
    "param_grid = [{\n",
    "        \"kpca__gamma\": np.linspace(0.03, 0.05, 10),\n",
    "        \"kpca__kernel\": [\"rbf\", \"sigmoid\"]\n",
    "    }]\n",
    "\n",
    "grid_search = GridSearchCV(clf, param_grid, cv=3)\n",
    "grid_search.fit(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a619b388",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:16:19.548744Z",
     "start_time": "2022-01-15T09:16:19.535775Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'kpca__gamma': 0.043333333333333335, 'kpca__kernel': 'rbf'}\n"
     ]
    }
   ],
   "source": [
    "print(grid_search.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "781c93ec",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:18:38.000324Z",
     "start_time": "2022-01-15T09:18:37.854716Z"
    }
   },
   "outputs": [],
   "source": [
    "rbf_pca = KernelPCA(n_components=2, kernel='rbf', gamma=0.0433, fit_inverse_transform=True)\n",
    "# 必须在fit_inverse_transform=True时，KernelPCA才会创建inverse_transform()方法，否则没有\n",
    "x_reduced = rbf_pca.fit_transform(x)\n",
    "x_preimage = rbf_pca.inverse_transform(x_reduced)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "023b35a4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:18:38.333437Z",
     "start_time": "2022-01-15T09:18:38.321471Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32.78630879576612"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "mean_squared_error(x, x_preimage)  # 输出重构误差"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb700da5",
   "metadata": {},
   "source": [
    "利用网格搜索和交叉验证找到可以最大限度减少此错误的内核和超参数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4ca0448",
   "metadata": {},
   "source": [
    "# LLE（局部线性嵌入）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd6be7f5",
   "metadata": {},
   "source": [
    "流形(Manifold)是局部具有欧式空间性质的空间，包括各种纬度的曲线曲面，例如球体、弯曲的平面等，如瑞士卷，适合展开扭曲的流形，尤其在没有太多噪声的情况下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "875b8b07",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:23:17.971591Z",
     "start_time": "2022-01-15T09:23:17.720261Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, t = make_swiss_roll(n_samples=1000, noise=0.2, random_state=41)\n",
    "from sklearn.manifold import LocallyLinearEmbedding\n",
    "\n",
    "lle = LocallyLinearEmbedding(n_components=2, n_neighbors=10, random_state=42)\n",
    "x_reduced = lle.fit_transform(x)\n",
    "\n",
    "plt.title(\"Unrolled swiss roll using LLE\", fontsize=14)\n",
    "plt.scatter(x_reduced[:, 0], x_reduced[:, 1], c=t, cmap=plt.cm.hot)\n",
    "plt.xlabel(\"$z_1$\", fontsize=18)\n",
    "plt.ylabel(\"$z_2$\", fontsize=18)\n",
    "plt.axis([-0.065, 0.055, -0.1, 0.12])\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()  # 可见展开效果相对不错"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "d605a277",
   "metadata": {},
   "source": [
    "理想的展开状态 =>\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e3a6adc4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-15T09:28:59.542499Z",
     "start_time": "2022-01-15T09:28:59.537510Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.02911379,  0.05697419],\n",
       "       [-0.04602579,  0.06450202],\n",
       "       [ 0.01955172, -0.02685072],\n",
       "       ...,\n",
       "       [ 0.049233  ,  0.03084511],\n",
       "       [-0.03588968, -0.01670852],\n",
       "       [ 0.0474084 ,  0.01104865]])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_reduced"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b965be7c",
   "metadata": {},
   "source": [
    "复杂度 $O(m*ln(m)*n*ln(k))$用于找到k个最近的邻居，$O(mnk^3)$用于优化权重，$O(dm^2)$用于构造低维表示。不幸的是，最后一项的平方项使得该算法很难拓展到非常大的数据集。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd7aeb3d",
   "metadata": {},
   "source": [
    "# Sklearn的其他降维技术"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "5a365b44",
   "metadata": {},
   "source": [
    "1. 随机投影\n",
    "2. 多维缩放（MDS）\n",
    "3. Isomap\n",
    "4. t分布随机近邻嵌入（t-SNE）\n",
    "5. 线性判别分析（LDA）\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
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